{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T07:52:33.672932Z",
     "start_time": "2019-11-07T07:52:32.516180Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1001\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1001\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    }\n",
       "    finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        root._bokeh_is_loading--;\n",
       "        if (root._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"1001\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.0.0.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"1001\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.0.0.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import torchvision.datasets as dsets\n",
    "import torchvision.transforms as transforms\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "from bokeh.io import show, output_notebook\n",
    "from bokeh.plotting import figure, gridplot\n",
    "from bokeh.models import LinearAxis, Range1d\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GPU\n",
    "指定使用的 GPU 编号。  \n",
    "`watch -n 1 nvidia-smi` 实时查看 GPU 的运行状态。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T07:52:33.855314Z",
     "start_time": "2019-11-07T07:52:33.675072Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.cuda.set_device(\"cuda:3\")\n",
    "torch.cuda.current_device()\n",
    "# device = torch.device(\"cuda:5\")\n",
    "# xxx.to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-02T15:34:18.036850Z",
     "start_time": "2019-11-02T15:34:18.032937Z"
    }
   },
   "source": [
    "### Data\n",
    "通过`torchvision.datasets`下载`MNIST`数据。  \n",
    "训练集：`train=True`  \n",
    "测试集：`train=False`  \n",
    "常用的还有`torchvision.datasets.ImageFolder()`，按文件夹取图片。  \n",
    "\n",
    "`torchvision.transforms`可以对图片做处理。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T07:52:34.043635Z",
     "start_time": "2019-11-07T07:52:33.857569Z"
    }
   },
   "outputs": [],
   "source": [
    "train_dataset = dsets.MNIST(root='../dataset', train=True, transform=transforms.ToTensor(), download=True)\n",
    "test_dataset = dsets.MNIST(root='../dataset', train=False, transform=transforms.ToTensor(), download=True)\n",
    "\n",
    "batch_size = 100\n",
    "train_loader = DataLoader(dataset=train_dataset, batch_size=batch_size, shuffle=True)\n",
    "test_loader = DataLoader(dataset=test_dataset, batch_size=1, shuffle=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model\n",
    "用线性网络构造出 AE，使得解码器的输出与输入尽量接近。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T07:52:34.067216Z",
     "start_time": "2019-11-07T07:52:34.047340Z"
    }
   },
   "outputs": [],
   "source": [
    "class AE(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.encoder = nn.Sequential(\n",
    "            nn.Linear(28*28, 128),\n",
    "            nn.Tanh(),\n",
    "            nn.Linear(128, 64),\n",
    "            nn.Tanh(),\n",
    "            nn.Linear(64, 12),\n",
    "            nn.Tanh(),\n",
    "            nn.Linear(12, 3),\n",
    "        )\n",
    "        self.decoder = nn.Sequential(\n",
    "            nn.Linear(3, 12),\n",
    "            nn.Tanh(),\n",
    "            nn.Linear(12, 64),\n",
    "            nn.Tanh(),\n",
    "            nn.Linear(64, 128),\n",
    "            nn.Tanh(),\n",
    "            nn.Linear(128, 28*28),\n",
    "            nn.Sigmoid(),\n",
    "        )\n",
    "    def forward(self, x):\n",
    "        z = self.encoder(x)\n",
    "        y = self.decoder(z)\n",
    "        return z, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T07:52:39.706064Z",
     "start_time": "2019-11-07T07:52:34.070387Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AE(\n",
       "  (encoder): Sequential(\n",
       "    (0): Linear(in_features=784, out_features=128, bias=True)\n",
       "    (1): Tanh()\n",
       "    (2): Linear(in_features=128, out_features=64, bias=True)\n",
       "    (3): Tanh()\n",
       "    (4): Linear(in_features=64, out_features=12, bias=True)\n",
       "    (5): Tanh()\n",
       "    (6): Linear(in_features=12, out_features=3, bias=True)\n",
       "  )\n",
       "  (decoder): Sequential(\n",
       "    (0): Linear(in_features=3, out_features=12, bias=True)\n",
       "    (1): Tanh()\n",
       "    (2): Linear(in_features=12, out_features=64, bias=True)\n",
       "    (3): Tanh()\n",
       "    (4): Linear(in_features=64, out_features=128, bias=True)\n",
       "    (5): Tanh()\n",
       "    (6): Linear(in_features=128, out_features=784, bias=True)\n",
       "    (7): Sigmoid()\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lrate = 0.01\n",
    "epochs = 3\n",
    "\n",
    "model = AE().cuda()\n",
    "criterion = nn.MSELoss()\n",
    "optim = torch.optim.Adam(model.parameters(), lr=lrate)\n",
    "model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T03:04:23.259457Z",
     "start_time": "2019-11-07T03:04:23.255214Z"
    }
   },
   "source": [
    "在训练过程中，每经过 300 个 batch 就检验 选中的 5 个图像的生成情况。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T07:52:39.721019Z",
     "start_time": "2019-11-07T07:52:39.709704Z"
    }
   },
   "outputs": [],
   "source": [
    "def list_img(i, img, title):\n",
    "    img = img.reshape(28, 28)\n",
    "    plt.subplot(2, 5, i+1)\n",
    "    plt.imshow(img)\n",
    "    plt.title('%s' % (title))\n",
    "    \n",
    "def generate_test(inputs, title=''):\n",
    "    plt.figure(figsize=(15, 6))\n",
    "    for i in range(len(inputs)):\n",
    "        img = inputs[i].view(-1, 28*28).cuda()\n",
    "        hidden, outputs = model(img)\n",
    "        list_img(i, outputs.cpu().detach().numpy(), title)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意：每次反向传播的时候都需要将参数的梯度归零。  \n",
    "`optim.step()`则在每个`Variable`的`grad`都被计算出来后，更新每个`Variable`的数值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在每次训练中都用`train_loader`中的一个`batch`作为训练数据。  \n",
    "`Tensor.cuda()` 每个 `batch` 在实际使用之前，都先移入 `GPU` 后进行计算。  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T07:53:20.552724Z",
     "start_time": "2019-11-07T07:52:39.723595Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2oAAAC/CAYAAACPMC8KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3XuYlWW9//HPFxhGDpIggggiCAieEhMPqW3dhqV4QC1L7adWGp6LtqXmrq3+9r76aXkiRAtPYJqGGyprm6l0sDwDmqKgiCKiBIIHDspp5v79wdrXRXyfYZ6ZZ6019714v66La5jPrGc995r5MLNu1qzvshCCAAAAAADxaNfWCwAAAAAA/DM2agAAAAAQGTZqAAAAABAZNmoAAAAAEBk2agAAAAAQGTZqAAAAABAZNmoJMbM/m9nZbb0OIC86i9TQWaSGziI1dDY/NmoVYmYLzGxkgeOvNLO7y7kmYEvoLFJDZ5EaOovU0Nm2xUatDZhZh7ZeA9ASdBapobNIDZ1Fauhs5bFRqwAz+7mk/pJ+a2arzOwSMwtmdpaZLZT0RzM73MwWbXbcAjMbaWZHSbpc0pdLx/99k4vtYmaPm9lKM3vYzHpW75ahVtFZpIbOIjV0Fqmhs22PjVoFhBBOl7RQ0nEhhK6SppQ+dJik3SV9vpnjH5L0Q0m/DCF0DSHss8mHT5P0NUm9JHWU9J0yLx9bITqL1NBZpIbOIjV0tu2xUauuK0MIq0MIHxe4jjtDCK+WrmOKpOFlWhuQhc4iNXQWqaGzSA2drRI2atX1Vhmu4x+b/P0jSV3LcJ1AU+gsUkNnkRo6i9TQ2Spho1Y5oZlstaTO//uOmbWXtEMzxwOVRGeRGjqL1NBZpIbOtiE2apWzRNKuW/j4q5K2MbNjzKxO0vcl1W92/AAz42uEaqGzSA2dRWroLFJDZ9sQn7TK+X+Svm9mH0j64uYfDCF8KOl8SbdJelsb/0di06k595feLjezWRVeKyDRWaSHziI1dBapobNtyELgEUkAAAAAiAmPqAEAAABAZNioAQAAAEBk2KgBAAAAQGTYqAEAAABAZDoUOdjMjpI0TlJ7SbeFEK7e0uU7Wn3YRl2KnBJbsTVarXVhrRW5DjqLaipHZ6WW9ZbOoqiVen9ZCGGH5i/ZNDqLaqp2ZyV6i2Ly3j9o9Uat9IJ2EyQdqY1jOJ81swdCCC83dcw26qID7bOtPSW2ck+H6YWOp7OotqKdlVreWzqLoh4N//1mkePpLKqt2p2V6C2KyXv/oMivPh4g6bUQwushhHWS7pM0usD1AZVGZ5EieovU0Fmkhs4iSkU2an0lvbXJ+4tK2T8xszFmNsPMZqzX2gKnAwqjs0hRs72ls4gMnUVquH+AKBXZqGX9XqV79ewQwsQQwogQwog61Rc4HVAYnUWKmu0tnUVk6CxSw/0DRKnIRm2RpJ03eb+fpHeKLQeoKDqLFNFbpIbOIjV0FlEqslF7VtIQMxtoZh0lnSLpgfIsC6gIOosU0Vukhs4iNXQWUWr11McQwgYzu1DSH7RxlOkdIYSXyrYyoMzoLFJEb5EaOovU0FnEqtDrqIUQHpT0YJnWAlQcnUWK6C1SQ2eRGjqLGBX51UcAAAAAQAWwUQMAAACAyLBRAwAAAIDIsFEDAAAAgMiwUQMAAACAyLBRAwAAAIDIsFEDAAAAgMiwUQMAAACAyLBRAwAAAIDIsFEDAAAAgMiwUQMAAACAyLBRAwAAAIDIdGjrBWytrK6jy9rt2j/zsvPP2MFl63ptcNlX9n/KZf/Sda7Lbjz+xMzzNLz8amYOAAAAoLp4RA0AAAAAIsNGDQAAAAAiw0YNAAAAACLDRg0AAAAAIlNomIiZLZC0UlKDpA0hhBHlWFTK1h69v8s6frjOZYsO6+KyWReOK3Tudhn77kY1uuy87/lzS9Ju53T2x3/0UaE1xYjeNs/q61320dH7uGz9Ocszj39yn6kue2C179ctJ5/gssbnX86zxK0KnUVq6CxSQ2fj0n7oYJc13LzGZQ8OeyDz+JEv+8F5HY98s/jCqqwcUx//NYSwrAzXA1QTvUVq6CxSQ2eRGjqLqPCrjwAAAAAQmaIbtSDpYTObaWZjsi5gZmPMbIaZzVivtQVPB5TFFntLZxEhOovU0Fmkhvu0iE7RX308JITwjpn1kvSImc0NITy26QVCCBMlTZSkbtYjFDwfUA5b7C2dRYToLFJDZ5Ea7tMiOoU2aiGEd0pvl5rZryQdIOmxLR9VOzr03cllr/rnLupnR/zCZe3ND/molpePmJiZn9jvFB++Or/Cq6m+rb23m2vX2Q/52GG6/9ZwZ/+f5r7OhowfX8d0XuWy28a957J1Y/d0WXjupdznrkVRdtbMRR+edqDLtnmvwWX1v3+2IksqNxuxl8sun3K3y74z52SXdT/2tewrDVvHfbsoOwtsQeqdfevfD3ZZ539kf7/Z/vYnK72cwt46rpfLnh92U+7jbxg8xWWXyv+Mil2rf/XRzLqY2bb/+3dJn5M0u1wLAyqB3iI1dBapobNIDZ1FrIo8otZb0q9s4/+qdpD0ixDCQ2VZFVA59BapobNIDZ1FaugsotTqjVoI4XVJ/oWVgIjRW6SGziI1dBapobOIFeP5AQAAACAy5XjB663W6k/2ddncY27OdWy7jD1y0fEiVyzd12e9ZuY+ftmn/RM3u9fgMBH8s7UH7+6yO/vfWpVz/2rwgy6b+svuLpt0wuczjw917V3W+Pc5xReGZrXr1Mllf/3RBJd9cuJFLuv/+4osqew+GNbVZZ+u98NRHh9+n8uOG35G5nVu7YNxUrX8G5/OzA8aM8tlDz/yKZdtv+9Sl+3Xc5HLXvnOHi6rm/1m5rkblvthTNg6vH2pHxwy47wbXbbXNP/9V5K2L/uKyq/3zDVtvYQo8IgaAAAAAESGjRoAAAAARIaNGgAAAABEho0aAAAAAESGYSIFrOvmBxlkDQnJUmf+2GUN2U+cPP/N4122arR/tfmsJxZ//ujzXfbIbT/NPM/IsY+7bOZk9vK1bsHpvkuV8OK69S4bWOdH6Hyhy/su+/PkhZnX2aNutctmfXYHl/GkewBFfNTLMvMbdnrCh2dmZHn9wh+73/XZAyH6XFfgPEjG+pH7uey2c8a7rN78XfqO7/v7mqno8IQfvLT/f13gsme/74dYSdJOHTa4zEbs5bIwI+7XNedeOAAAAABEho0aAAAAAESGjRoAAAAARIaNGgAAAABEho0aAAAAAESGqY85td9zqMv6XTTPZY3yU+yyXLN8mMt+d8URmZftPO3pXNeZV1NrvKLXTJcdr/3Lem7Ex9q1furjqrA2M9/vL37aaL+7/bebpSPqXPbiuTe5bHzWZLUm7PONC13W92qmowFovYG3z8/Mf/ilvV12ec8Xy3rua8+7NTO/YYKfBti4Jnt6NNK1/MKPXLZ/vZ9CevL8z7ts0G3ZE5P9PMT4hLX+/sXHvbOnr2bZvl0nl/Ua7z8fSz7dsnVVG4+oAQAAAEBk2KgBAAAAQGTYqAEAAABAZJrdqJnZHWa21Mxmb5L1MLNHzGxe6W33yi4TaBl6i9TQWaSGziI1dBapyTNMZJKkmyTdtUl2maTpIYSrzeyy0vuXln958ZgztpvL5g68u9XXd+e0I122yzQGHpTRJNHbXIb2W9LqY4+Z/ZXMfNBXnst1fL8P9/HhufnPf83y3V3W/dWG/FcQl0lKqLPvnpbxtdNfq74OtKlJSqizebXv5n/ev3xV/8zLfqvLHyu9HP1rp+wBId+54FMu63Md9yOaMUkRd7bxM/u67KFPjXfZyfNPdNnH52/vr++tueVZWCTWd8k//Gxpgx/C8vz9e7msj+L+N9PsI2ohhMckvbdZPFrS5NLfJ0s6oczrAgqht0gNnUVq6CxSQ2eRmtY+R613CGGxJJXe9irfkoCKobdIDZ1FaugsUkNnEa2Kv46amY2RNEaStlHnSp8OKIzOIjV0Fqmhs0gRvUW1tfYRtSVm1keSSm+XNnXBEMLEEMKIEMKIOtW38nRAWeTqLZ1FROgsUkNnkRru0yJarX1E7QFJZ0q6uvT2N2Vb0Vai4z7vl/06Pzjdv7z6j6+6peznSdhW39sNR+znsqlDJmRcsqNLXly33mXd/s+HmefJO87Dnprtsh8sHe6y/+z1fObxkx48wmUDpz2Z8+xJiLaz7+2d/0ndqVo+KnuIA7Yo2s5m6TBwF5fVTfJf91cH/7QKq2mZP3zrRy57+twdXXbtZX7oU/u1/t/vNr97pjwLS080nV30zQ0u69XeP3L3zs8GuewTs5+qyJqqIWuAT8OKFYWuc0lDncv6XB/34JAsecbz3yvpSUlDzWyRmZ2ljWU+0szmSTqy9D4QDXqL1NBZpIbOIjV0Fqlp9hG1EMKpTXzos2VeC1A29BapobNIDZ1FaugsUtPa56gBAAAAACqEjRoAAAAARKbi4/lrRbvV7V32m9U9XXbTJV922S03jvPH7nury0668JLMc3+wjx/i8Jm9XnHZg/39UIhGZT3hP3t/Pmquf43Hdnor87KIX9aTc1dd4ofYdDI/OGRDxjiQr18z1mU7LCs4uKPRn6ehBf9/tM2wD4qdH632zZEP5brcmt7+yfEd+viBB5K0YfE/Cq0pjw677Jx97jf997pjhvphN6gt7xzT12XPDB6f+/iZa302ZsJFRZaU21+/fZ3LjunsBzwd85ObXba44WOXHXn6+ZnnGXSlv2zDnHl5logWumb4VJeNe3+wy7r/+kWXNVZkRflkfU/fsEv2y9G9+W/+fulFe/3ZZf8zen+XHXTInJYvLnE8ogYAAAAAkWGjBgAAAACRYaMGAAAAAJFhowYAAAAAkWGYSE5D/+Nll1373Gku67zWP3F+eWMnl+1W74coPPU9P3SkJRoz9t1vbFjjstHPnJt5/ICvL8i4TqRq3uV7umzu3n7gTJarlu7nsh1+WnBwSAWsWuH/baE6xnZf4LL1GbOLXh19i8t+eMjemdc5/R9Diy6rWSf3m5WZ37/oUy77ao/7Mi6Z78dm53FLM/NlHw/MdXyWJTP8E/YH3ekHsDS89karz7G1+WDfdbkud8/KPpn5L752tMv6PPlEoTXldcot/qW/5v9gH5d98ajHXXZVr+dcNvvQOzPPs+phPzFlfcagsjs/GO6y+8eNdFnPn/t/g2FtxlSWrdBB27zrsmM6r3LZ+HFHuGzbl/1gsLpVWQPlpPYZtV/Tw1wW/Bw9DTp2vst+PcQPl2oI+e9Brmj091V/9uNDXTah7+8yju6ceZ0XvOJfMq+rXs+9pljwiBoAAAAARIaNGgAAAABEho0aAAAAAESGjRoAAAAARIZhIjk1rFjhsg9295f7rx9MctmB9eszrrH8e+QfLvNP0P/duMNc1v+O7KEQDA6pLecd+4dcl1vc8JHLpl9/iMu2U/mHiaw59gCXXbHDTRmXzP5W1eGd+jKvCHm15Inim7u854styqvh3O2ynmTe+h+Rvxzkn1xf2F4+uuukvi6bsrsfOoJsbxx9m8uyhuL836eOyzx+yJMzy72k3Bo/8t+7B37Pf59+/m5/Z+XgA/33+Kac9Z0HfPaJhS77tx5zfXaVz4465USXrb0le1hLl6lP51lizTj3jRNcdv8g/7P8taMn+oP9XJuqacj4N3PQc6dkXnbZ0m4u+8RzfhDKc5dl3RfIHhySZfHS7Vw2JPfR8eARNQAAAACIDBs1AAAAAIgMGzUAAAAAiAwbNQAAAACITLMbNTO7w8yWmtnsTbIrzextM3u+9GdUZZcJ5EdnkSJ6i9TQWaSGziI1eUZaTZJ0k6S7NstvCCFcW/YVRWrdI7u47NGhP3ZZ7/ZtN4Xu3l8f7rJd7nii+gtpe5O0FXV2/cj9MvMzPvGTjLSTS8Yt+4zLtvt5+Sc8Zll4nB8VVW/+29LU1d0zjx9813KXNRRfVluZpIR6O+RX57nslRNvboOVpOWxNX662eSl+SbwzRu/h8vaZYwo7KqqTcqbpIQ6m6XI9NJUNLz0ist6vJT/+Ace89N5r//PkS77/cETXNa/g/+Z89Duv/InyfpxJenYqdk/3wqYpIg7u/arXVw2+NJzXPbsqBtd1r2d/1y3xLmL/H2BeR/ukOvYzmP997UeL7+aedkeGdnQGXW5zpNl+sfZ97uHnDGr1dcZk2YfUQshPCbpvSqsBSgLOosU0Vukhs4iNXQWqSnyHLULzeyF0sPI2f/dLcnMxpjZDDObsV5rC5wOKIzOIkXN9pbOIjJ0Fqnh/gGi1NqN2i2SBkkaLmmxpOuaumAIYWIIYUQIYUSdeHFatBk6ixTl6i2dRUToLFLD/QNEq1UbtRDCkhBCQwihUdKtkvwvMAMRobNIEb1FaugsUkNnEbM8w0QcM+sTQlhcevdESbO3dPla8Oge/smvjRmDGfJ6bb1/yPy25YdmXnbH+g9dNra7f5Jmn4PfbvV6al0td/atr2ePz8j7xOK/LdnVZd00v9Ca8jrjoHzDbia9nT1soaGJJyvXiph7O+SbM1w28g9+wEiWtd2y/49wp3Oq07ssw7Zd4rKrej2X69ivvPE5ly25ZlDmZTu9s9plYWa+yQ7d9FSuy7WlmDubZci0jKE4J/mhOOMPvSfz+B+POt1l9Q8+W3xhEWl47Q2XDb7Qj4R46aleLuvfYWVF1lROMXV2w+sLXLbbOT47vYv/nlNU48drXFbf6M+dpSVDvNYc6/fB1/W5JeOSluv6Gmv8lcaa3aiZ2b2SDpfU08wWSbpC0uFmNlxSkLRAkh9JA7QROosU0Vukhs4iNXQWqWl2oxZCODUjvr0CawHKgs4iRfQWqaGzSA2dRWpq+/FCAAAAAEgQGzUAAAAAiEyrhonUsg9O/3Rm3qiZGVmjy55b6/e+54y/yGV9HvMDQpp6QvnTXxjpsjNvfMFlPx/qn+x8wlnfddn2tz+ZeR5snTpdt11VzjP/2oNc9kDP8S7bkHXs33bJvM4BeqfostBajf7p49v89plch27TRL46e15DVfzlSwf78IZ8w0RmzBzisiG/zR78EVq0KlTartPWu2zK5/xQjC91XZp5/I4TJrjstHu+5bJOS/1ghN4/yTdMqRLad/cvFTb/4mG5j9/7sHkuO7pz6weHjJp7QmbeTm+1+jprWeNqP5QoFR+c7XvSLufgkCzXvHFUZt5Rb7b6OmPCI2oAAAAAEBk2agAAAAAQGTZqAAAAABAZNmoAAAAAEBmGiWym5+OLm7/QFty1/BCX9b3dv8h9w4oVua+zy9SnXXbht4932T0DH3bZAef6J8PP5xVDasqtB95V6Pj6p191mR+T0zLrjtrfZdO+eKPLOqijy654dx+XDfgBA3AQr8H3fdzWS0Artf/TLJdN/vpxLnt34p8zj//itv7n++yv3eSyJQ2+I7eedWCOFVZG1/YLXfab7o8Wus67VvR12cpGPzro19890mVdZvn1SNnDpZAGG7FXZv7Ifj/LSDu1+jxd6tZl5n5MUJp4RA0AAAAAIsNGDQAAAAAiw0YNAAAAACLDRg0AAAAAIsMwkc1seH1BZn7F0n191mumy27Y6a8u2+Oqi1w2+NtPtXxxm1g1OvjwhUJXiUSNqP+oiY/4QR0XvXOwy8LHBQYhHPTJzPjscdNctmedX0+W3998qMt6imEiiMOpr3/eZe1feM1lRQfyoO3Y48+77Pd7bpd52TvHXuKyQSfNc9kvBz3ksu/3TOOH9tBHxris/RL//XzI9fNd1rBkqcvq9azLGBpSe1YM7pqZb9+u9YNDVjSucdm67/XKvKyp2HDAWPCIGgAAAABEho0aAAAAAESGjRoAAAAARIaNGgAAAABEptmNmpntbGZ/MrM5ZvaSmX2rlPcws0fMbF7pbffKLxdoHp1FaugsUkRvkRo6i9Tkmfq4QdLFIYRZZratpJlm9oikr0qaHkK42swuk3SZpEsrt9S2NeWPflre+Sc/4bLe7f00m7lfmuCyRSf5SXtHPPztVq5uo3Z61GXjdnrcZYd/6YLM47tOKTaJMiJ0tglX7jjdZYdd/l2XDZj2nssWHt/DZVPGXJd5nmF19bnWs+dtF/pzT/bTVDNmnNYaOtvG6s7+R67LLV7dzWVdVy8r93JSsdX3dscb/f2ANff6KXSje55WjeVozkWfcNnu4z8sdJ1D57/kssY1fvpeQ6GzVM1W39mUnTT3VJd1fPLvbbCS6mn2EbUQwuIQwqzS31dKmiOpr6TRkiaXLjZZ0gmVWiTQEnQWqaGzSBG9RWroLFLToueomdkASftKelpS7xDCYmlj8SVlvpCBmY0xsxlmNmO91hZbLdBCdBapobNIUUt7S2fR1vheixTk3qiZWVdJUyWNDSGsyHtcCGFiCGFECGFEnfL9OhRQDnQWqaGzSFFrektn0Zb4XotU5NqomVmdNhb6nhDCtFK8xMz6lD7eR5J/+XmgjdBZpIbOIkX0Fqmhs0hJs8NEzMwk3S5pTgjh+k0+9ICkMyVdXXr7m4qsMBKDLvaDNo5ZeInLnrlkXK7r69chY+jIqJtbvrBNNGbsuxvV6LJ1Z/hBEZKkKYVOHw0627Tt2/nePXjWj1xWd7Y/tk/7zhnXmP0/io0Z4z/2fOzrLtv1hxmDQ9Zufb9OQmerp8OuAzLzL+z8THUXUgPobbaGJRn38bOyCtjtXJ8lMuSjKuhs9by/W7FXAJu5zjf33el9XdZXbxY6T+zyTH08RNLpkl40s+dL2eXaWOYpZnaWpIWSTq7MEoEWo7NIDZ1FiugtUkNnkZRmN2ohhL9JsiY+/NnyLgcojs4iNXQWKaK3SA2dRWqKPS4JAAAAACg7NmoAAAAAEJk8z1FDE/rePddlhx91isv+/Mn7qrGc/KZu39YrQBmd/eaozPyeAY/mOr5/h6whIcWcvuBIlw089e8u8yNHgMpa+cnMl0fS17q9VeWVAEAN23tlocP/snqYy/pe/USh60wRj6gBAAAAQGTYqAEAAABAZNioAQAAAEBk2KgBAAAAQGQYJlJAw/L3XNb9yxtcduKOfsDI8F/Oc9kVvWYWWs/CDR+7bNRd33XZrvc+l3l8Y6Gzo628PM0/4VaSVn37f1zW1epbfZ6/rvHfLs77+bmZlx1w9axWnweIWd1PsoYxvV71dQBALKyDv39w0M4LCl3n2sa6QsfXCh5RAwAAAIDIsFEDAAAAgMiwUQMAAACAyLBRAwAAAIDIMEykzBpWrPBhRjZzX79HPl77l309A/SkyxgaUlv6XPdEZn6oXeyy9QesdNlndvGDEP44bzeXDbt0icv6v519bjqGWtXho4a2XgIARGX9Yfu4bEK/W5q4dL6tx3/feoTLeiv7Pkct4xE1AAAAAIgMGzUAAAAAiAwbNQAAAACIDBs1AAAAAIhMs8/oM7OdJd0laUdtnBEwMYQwzsyulPQNSe+WLnp5COHBSi0UyIvObrTTtfmedLswIxus51y2oeB60DQ6Wz1d532YmQ+7/wKXbfu6/7/M3n/xA5q2RnQWKaK3ldFh+kyXndjvgELXuTUODsmSZ/TKBkkXhxBmmdm2kmaa2SOlj90QQri2cssDWoXOIjV0Fqmhs0gRvUVSmt2ohRAWS1pc+vtKM5sjqW+lFwa0Fp1FaugsUkNnkSJ6i9S06DlqZjZA0r6Sni5FF5rZC2Z2h5l1b+KYMWY2w8xmrNfaQosFWorOIjV0Fqmhs0gRvUUKcm/UzKyrpKmSxoYQVki6RdIgScO18X8nrss6LoQwMYQwIoQwok71ZVgykA+dRWroLFJDZ5EieotU5NqomVmdNhb6nhDCNEkKISwJITSEEBol3Sqp2LMGgTKis0gNnUVq6CxSRG+RkjxTH03S7ZLmhBCu3yTvU/pdX0k6UdLsyiwRaBk6i9TQ2eppeOmVzHzw2CovJHF0Fimit0hNnqmPh0g6XdKLZvZ8Kbtc0qlmNlxSkLRA0jkVWSHQcnQWqaGzSA2dRYroLZKSZ+rj3yRZxod4fQlEic4iNXQWqaGzSBG9RWpaNPURAAAAAFB5bNQAAAAAIDJs1AAAAAAgMmzUAAAAACAybNQAAAAAIDJs1AAAAAAgMmzUAAAAACAyFkKo3snM3pX0ZundnpKWVe3klVVLt0WK9/bsEkLYoZonpLPJiPX20NnyqaXbIsV9e6ra2xrurFRbtyfm29KW32tj/ry0Ri3dnphvS67OVnWj9k8nNpsRQhjRJicvs1q6LVLt3Z5yqaXPSy3dFqn2bk+51NLnpZZui1R7t6dcau3zUku3p5ZuSznV2uellm5PLdwWfvURAAAAACLDRg0AAAAAItOWG7WJbXjucqul2yLV3u0pl1r6vNTSbZFq7/aUSy19Xmrptki1d3vKpdY+L7V0e2rptpRTrX1eaun2JH9b2uw5agAAAACAbPzqIwAAAABEho0aAAAAAESm6hs1MzvKzF4xs9fM7LJqn78oM7vDzJaa2exNsh5m9oiZzSu97d6Wa8zLzHY2sz+Z2Rwze8nMvlXKk7w9lUJn40Fn86Gz8aCz+aXc21rqrERv80q5s1Jt9bZWO1vVjZqZtZc0QdLRkvaQdKqZ7VHNNZTBJElHbZZdJml6CGGIpOml91OwQdLFIYTdJR0k6YLS1yPV21N2dDY6dLYZdDY6dDaHGujtJNVOZyV626wa6KxUW72tyc5W+xG1AyS9FkJ4PYSwTtJ9kkZXeQ2FhBAek/TeZvFoSZNLf58s6YSqLqqVQgiLQwizSn9fKWmOpL5K9PZUCJ2NCJ3Nhc5GhM7mlnRva6mzEr3NKenOSrXV21rtbLU3an0lvbXJ+4tKWep6hxAWSxuLIqlXG6+nxcxsgKR9JT2tGrg9ZURnI0Vnm0RnI0Vnt6gWe1sTX2N626Ra7KxUA1/jWupstTdqlpHx+gBtzMy6SpoqaWwIYUVbrycydDZCdHaL6GyE6Gyz6G2E6O0W0dkI1Vpnq71RWyRp503e7yfpnSqvoRKWmFkfSSq9XdrG68nNzOq0sdD3hBCmleJkb08F0NnI0Nlm0dnI0NlcarG3SX+N6W2zarGzUsJf41rsbLU3as9KGmJmA82so6RTJD1Q5TVUwgOSziz9/UxJv2nDteRmZiYP1z5ZAAAA30lEQVTpdklzQgjXb/KhJG9PhdDZiNDZXOhsROhsbrXY22S/xvQ2l1rsrJTo17hmOxtCqOofSaMkvSppvqR/r/b5y7D+eyUtlrReG/835SxJ22vjJJl5pbc92nqdOW/Lodr4MP0Lkp4v/RmV6u2p4OeJzkbyh87m/jzR2Uj+0NkWfa6S7W0tdbZ0e+htvs9Tsp0trb9melurnbXSjQMAAAAARKLqL3gNAAAAANgyNmoAAAAAEBk2agAAAAAQGTZqAAAAABAZNmoAAAAAEBk2agAAAAAQGTZqAAAAABCZ/w+Dp1iqWn6D1QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2oAAAC/CAYAAACPMC8KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xt0nPdZJ/DvM6PRXZYl2ZZk+RLf4jS3JqlzoZclTW+hcDbNlgJdKC3bJXTP9hzY0z3bwh4O/AFLWSgsLGy7Ke263VJKS1oaoFCapCVNm3XiJG4S24kdO1Z8kS3Z1v02t9/+oQmo/j4Tv9KMRu87+X7O0bH9eGbe95155jfzavR8ZSEEiIiIiIiISHykVnsHRERERERE5IfpRE1ERERERCRmdKImIiIiIiISMzpRExERERERiRmdqImIiIiIiMSMTtRERERERERiRidqdcLMPmVmv77a+yESlXpWkkY9K0mjnpUkUt/+C9PvUUseM/sAgH8fQnjjau+LSBTqWUka9awkjXpWkkh9+8r0iVrMmFnDau+DyFKoZyVp1LOSNOpZSSL1beV0onYJM7vJzJ4ys0kz+4qZ/aWZ/Vbp/37CzA6Y2ZiZfd/Mrl90vRNm9p/N7GkzGy9dr3nR/1/uuh81s6cBTJtZg5l9zMyOlfbjkJndXbrsawB8CsCPmNmUmY2V6ntf3s/Sv3/RzF4ws4tmdr+ZbVz0f8HMPmRmR81s1Mz+1MxsBe9WWUHqWUka9awkjXpWkkh9WwdCCPoqfQFoBDAI4JcBZAD8GwBZAL8F4CYAwwBuBZAG8H4AJwA0la57AsBjADYC6AZwGMCHSv8X5boHAGwG0FKqvad0WykAPw1gGkB/6f8+AOCRS/Z9L4DfKv39DgDnS9ttAvA/ATy86LIBwN8CWAtgC4ARAHeu9v2vL/Wserb+v9Szq/8Y6Es9q56t/y/17eo/BtX40idqP+w2AA0A/jiEkAshfBULjQoAvwjgf4cQ9oUQCiGEzwGYL13nZX8cQjgTQrgI4G8A3LDE654MIcwCQAjhK6XbKoYQ/hLAUQC3RDyOnwXw2RDCkyGEeQC/ioXvVlyx6DIfDyGMhRBeAvDtRfsqyaKelaRRz0rSqGclidS3dUAnaj9sI4DTIYTFCSsnS39uBfCR0se8Y6WPZzeXrvOys4v+PgOgfQnXPbno7zCzn1/0sfIYgGsBrFvCcQy+/I8QwhSACwAGIuyrJIt6VpJGPStJo56VJFLf1gEN+f2wIQADZmaLGnszgGNYaLrfDiH89jJuN8p1//mJZGZbAXwawFsAPBpCKJjZAQB26WXLOIOFJ9LLt9cGoAfA6WXsu8SbelaSRj0rSaOelSRS39YBfaL2wx4FUADw4dLw4134l49mPw3gQ2Z2qy1oM7MfN7OOCLe71Ou2YaFxRwDAzH4BC999eNk5AJvMrLHM9b8I4BfM7AYzawLw3wDsCyGciLCvkizqWUka9awkjXpWkkh9Wwd0orZICCGLhWHLDwIYA/BzWBhQnA8h7MfCz+X+CYBRAC9gYQAyyu0u6bohhEMAPoGFJ9k5ANcB+N6iizwE4CCAs2Z23rn+gwB+HcB9WPiOyg4APxNlXyVZ1LOSNOpZSRr1rCSR+rY+6BdeX4aZ7QPwqRDC/1ntfRGJQj0rSaOelaRRz0oSqW+TR5+oXcLMftTM+kofE78fwPUA/mG190ukHPWsJI16VpJGPStJpL5NPoWJsN0AvoyFxJhjAH4yhDC0ursk8orUs5I06llJGvWsJJH6NuH0o48iIiIiIiIxox99FBERERERiZmKfvTRzO4E8EcA0gD+LITw8Ve6fKM1hWa0VbJJeRWbwzSyYd4uf8ny1LNSS9XoWWBpfauelUpNYvR8CGF9JbehnpVaqnXPAupbqUzU9wfLPlEzszSAPwXwNgCnADxuZveXYjhdzWjDrfaW5W5SXuX2hQcrur56Vmqt0p4Flt636lmp1APhrwYrub56VqrGnPexzshOrXsWKPVt6q2X3Tf3GMqJev1Kt1OJ1dy2p9wI12ruUwT7ig9EulwlP/p4C4AXQgjHS7+r4UsA7qrg9kRWmnpWkkh9K0mjnpWkUc9KLFVyojYA4OSif58q1X6Imd1jZvvNbH8O8xVsTqRi6llJosv2rXpWYkY9K0mj9wcSS5WcqHmfKdLnjyGEe0MIe0IIezJoqmBzIhVTz0oSXbZv1bMSM+pZSRq9P5BYqiRM5BSAzYv+vQnAmcp2R2RFqWclidS3kjTJ6dmo8z+ruZ1yszaVzApVeoyVzE0tZdu1+xVS1enZSo836uNX6eNcyfxW3Gbh4jiLVsU5vko+UXscwC4z22ZmjQB+BsD9FdyeyEpTz0oSqW8ladSzkjTqWYmlZX+iFkLIm9mHAXwTC1Gmnw0hHKzanolUmXpWkkh9K0mjnpWkUc9KXFX0e9RCCN8A8I0q7YvIilPPShKpbyVp1LOSNOpZiaNKfvRRREREREREVkBFn6hJlS1lYHglpNJcKxZqs22RlznPA2vI+BfN8BJWnJ3lC9ZuIF1qoaJB+DLfn6zVWler8AqJpsKh/3TnGr56ezvVius6qXb+Rq6t/+5Zqs1v6Xa33Xhhhrf9El8/OGtiMZvjGwxFdzvuc8a77Kuxty89vriFXazqtsustV7vRO2TpfST9562XI9XWxXvd32iJiIiIiIiEjM6URMREREREYkZnaiJiIiIiIjEjE7UREREREREYkYnaiIiIiIiIjGj1MdKRE11iZoqVSYhx9J82VCMmpCzhIQbpThJtXjJjWkngcnpeWvkhMfUmg53M6GthWrp8SmqFS5cdK5cQfKU1E7EtdJSzjpZcJIca5X6VY56LF4irlWpri7/+mt5bZrftJZqg3c2US2/npMXp7b2U6190O+Z7qks1RrWcOIknOeBOX0Ycnl3OxUlotb7e4jVTFWsRIXvS/n2vNfTMmttrR5/r2+r/XiVOxalPoqIiIiIiNQvnaiJiIiIiIjEjE7UREREREREYkYnaiIiIiIiIjHz6g4TSfHAsDeQDgCp1lYuNvFwsDnhBt5QYdG5XL7HuS6A1DwPRKYn5iJtB95w8IgTrAAgzM5SrTg/7+yQEwqhYIbaWMqAqjMEnHKCOpBxat7wuXNdW9vpbjq7tYdqUwP8fBnbyfs4t5F7tnXQX6q6n+f97HiG76OGZt52YXiEasHrd6mdiMPsKefxdG/OqZULTAh5DnbQGlZnIgaHpPt6qVbsWePe5OQurp+/nnv2jjcfoNrJaQ4oKWzl6x7tHnC33TTB70s6RyaoFpw+Nu+5Vub9TwgVBKdFDa2ol+da1OOtlaWEXXghTRnntdcLaYLzvrDcLrkhT6v4+FfymNXgsdUnaiIiIiIiIjGjEzUREREREZGY0YmaiIiIiIhIzOhETUREREREJGYqChMxsxMAJgEUAORDCHuqsVMVizjc5wWHWIsf6FHcsZlqE7s7qDa5mc99Z17LIR23bjtBtV3tw+62C4Fv85HhHVR76XAf1bqf5mPsPtTubqfh+BDVUlPTfEFn8DJks1wrOgOa3m+Kr7HY9m0USxi4tbTT3x3cs9bUyJtp4bCGyWvXU+3Ctf4A8XwPh8u0bJmk2u6e81Q7N8P9eTbDQ/cAUGzkfc+1bKBa4zTvT8cTfHthnAfxC5O83wsXrt3wc6J7dgm8YAc3yKmlma+b4nXSC0hyB9nLbNtbw9x99EKkMtybABCcfgoF7k9/4N4JbXI3svrBDKves1HDEpxQMDTwY1xo9R/PsR182be/83Gq/XT3PqqNdHEQyWfPvJFq7YP+Ots46bzueqFPDfxWLxS5l1Jl3v944RHFmRnnNiO+5segPz2r3rMrocz7YW8dK/f+NxJvvXJ6bGFDzmdEztrm9a15QVLOsQBAmONwsJDnMCkvWMcL4HGDqKKuyRWoRurjm0MI/G5LJN7Ut5I06llJGvWsJI16VmJFP/ooIiIiIiISM5WeqAUA/2hmT5jZPd4FzOweM9tvZvtz0O8oklh4xb5Vz0oMqWcladSzkjR6TyuxU+mPPr4hhHDGzDYA+JaZPRdCeHjxBUII9wK4FwDWWHc8fzBZXm1esW/VsxJD6llJGvWsJI3e00rsVHSiFkI4U/pz2My+BuAWAA+/8rWqrJLfCu4MNKbWdbsXPXFnJ9Xmr+Nh2p19I1R7Tz+nFryueTDKHgIAJgIPT17bcopqh3s3Uu3B3bupNri/193O9q/0UM1OOwOi2RzXnKHR4F2u3ONVw+HiWPRtDbhD8ms5TKTYxsEME7v4ckNv4pu76cYj7ravdIJxtjRdoNrVzad5F1NzVPvm5mvc7dx74e1Uy7dwj2VmuVbs4UF+c0JxbN7/rmkoU18Jie5Z5zlvDRx4AACpXVdQrbCG+3O+i3t7ut8ZPHfmvJ1sprKXbRp3BtydwISWIQ4tSY9zDQDMGz6fcS7rXC6sfhZTZDXtWa/HvIABN0CB+8sL5Bjf6YTaAHjDu5+i2n/Z8G2qzQTex2NZDj46foFfh4tlMh4mN/F+pmd57c44wWmpCQ4K84IWAADzTs9692+xzPUTIlHrrPeeaQlrbbqPe88L0fGCxXLr26hWTPPCmm/zQz68NTQ966x3Dc5r+QS/Rqcn/dfi1BS/R8e8E8Azx+85wizX3MCp/MqHiSz7Rx/NrM3MOl7+O4C3A3i2WjsmshLUt5I06llJGvWsJI16VuKqkk/UegF8rRRr2QDgiyGEf6jKXomsHPWtJI16VpJGPStJo56VWFr2iVoI4TiA11ZxX0RWnPpWkkY9K0mjnpWkUc9KXCmeX0REREREJGaq8QuvV1fUEIqUM0Ts/Ibz7CY/TGRuPQ8MdrbzAHh/6wTVjsz1Ue374zupdm6Oh4ABIF/k8+nNbWNU29Q8SrXdaznU4WyTHyZSaGukWqbdGRo9y7dZ9IJDpDbKBLR4wTjFFn6Mp7e2U+3Mm/l59eM3/4BqP9n9uLvt1hQP944UuL/P5Lr4yhnu4+40D74DQL6b+67oDE9nJnjI3WacAWQ3KOdVFuzl9VMF62zKCWZIbeQ1EQDGruWendzM61/utkmq9XRwjwyPcs/lpvg5AAA2x9vJjDuBUzm+f7qbeJ3sOO7fZ+kZJxmi4IUx8dC7F4DlhY7UhUr6EEAocPKKu1I6932un4OGLvyYHw7zxwOcNdFkvKYeyXF/fvHMrVQrPsHBZd3P+SkyDTPOY++0SL7LCULp5p5NT3KAAgDYEAdBmbNWhpwTJlLh4xh7lx7LEgLu3HAKp2+9+8sanPCkFl5bUus5nAYACt3co4U2XquHb+DbnFvvBZk4GymzNDWf5ws3jfNtFp0sklTBeT3J+0E/6Sy/v2i+wH3b/PxZqpnTy26AWLleriTo8BL6RE1ERERERCRmdKImIiIiIiISMzpRExERERERiRmdqImIiIiIiMRM8sNEKmDOsF9ujX+XpLJ82bExHsZ9LLeFanOzPLzevp8HNJsv+EOJc+t4289fz8P4b7/mENV2tI5Q7aFOZ+AXwGxvM9UyZ/lcPuSd60cdaK+nIeKYsEY/HAEp57Fr4kHci6/hnt991SDVtrdwL00Hf9sHZweodnx2PW87x8+hd3Tx7xi9WODLAUBbNw/4p7N8jC3HzlMtTHAghdfH7nB3PVjKsHMFg9FeaNP0VdwLADD0Exyg8W+v58CaTY0XqbZvYjvVTg/yIH3jiL/G59t4bWp/LYcoZNLcI2fXrqNaOusPuLdPOwPps05QhRM0YOBeDPk6XVO914qlBDU4oUKW5jXRnMCs4Zv49fnNOzhMCQAKzn7mnMfpd4feQbVT39xKtYHvzVAtc8EPUwoZ7pFiMx93sYV7PtvBl2ts8O/fzByHq1jOCbuZc3rbDcCpozU1Qk96oSEAEJygKvey3n3obaeV+3Z2J69NADByA792z1zP69CujfxeYDLLa/rZEQ7BwQW+HABk83yfzW3gywXnsHNdTu9YmTWwyNtZ8xzv08AZXqttaopvboafm2VVuH4tpk/UREREREREYkYnaiIiIiIiIjGjEzUREREREZGY0YmaiIiIiIhIzOhETUREREREJGZePamPXiqhk66TnvPTC5vGOK1leh2f587McXrM2gOcrtS7b5xqNu8nIY1fs5ZqE7t536fznGaTNud4nCQcAEhnncvOcAqQl1QUOc2xXOqN0iCXLdXkJyshx+mcs32cCjW9PUe1azqHqDZX5D7+u9Eb3E0/8MJuqqWf53S1QjM/7mdu5vSojW38fAGAXI6fB90XnWS8SSfBaYJrSHF/WsZfJkOZ52tiLOU55z1vIyaRoZcTHk++3U9B+73b/pJqVzeepdrXJm6k2j8d2UW1nsf5sWs7V2ad3caXXf9aTtu7qvMc1R6cdxLUDjopaADajzj3ZYHXXi+VuOitvd5jU6/r6VKOy3suOwmk+f4uqs3zSy6KwX/tGi9y+uFXp15DtUcevI5q2785xvt4ivsLWV6jASDV5qTVdTt959wX2Y18X+Ta/deStiKnPjbm+Xlks3NUC87rEFLO87+Y8PW0Wry01wZem7x0yNkbOUX05Pv8lO+7rvp/VNvdymut1/ffH99BtbPnue8aL/qvEQ1OyG3WCZDOt/G6uH0n7+PONZxIDQAHL/ZTbewEJ6Z7a2iImmCKiInnwLLXZX2iJiIiIiIiEjM6URMREREREYkZnaiJiIiIiIjEzGVP1Mzss2Y2bGbPLqp1m9m3zOxo6U/+IW+RVaS+laRRz0rSqGcladSzkjRRwkT2AvgTAJ9fVPsYgAdDCB83s4+V/v3R6u/eygp5HrJMz/qDl+YEdXihHI0jfJe2nncGxXM8OJvv4qAHALh4jbOdLh7abWvg4cfvXeShz7VP+w9781kObAhzvB03mMWzukPue1GPfesNYTuD4gBQ7O6g2vBN/Nhv3srBIe1OLz1ygXvp8OFN7rbXPc772XVkhmqzvfy8OtK5kWuNzgAwgMwIB5yk55znsDeM7/WxM88eCjUbct+LJPWsc/9ZI0+Ez23mIfMNu/3h75ubz1DtULaHan/2nduptulBXlvaDznBDI3cMwCQ7eD3Zi9d5NpbNjxHtRv7TlHtyR4nkQKAzfJzqzjrhDY5r09uz65ucMhexLRnvTAWOGEss/38ujvfz+vFXT1PutsZK/L3uz/1/JuotvVvef2zQV57g9MLSJX5nrp3WfDzbW59M9VGr+LbzLf6vdS+nu+jzrX8PGovcn8WTvFz2hP1bUUV7EWNe9YNYANgXuCNExzi6uOQptO383Vv2PKie/Xr2njNyga+/v868q+oNneI17bep/kYG8f9EJzQwMc938n9ePEart3Zd5BqVzefdrfjhYmsGXRet8adsDEn4KmWTbrYZT9RCyE8DODiJeW7AHyu9PfPAXhXlfdLpCLqW0ka9awkjXpWkkY9K0mz3Bm13hDCEACU/txQvV0SWTHqW0ka9awkjXpWkkY9K7G14r9HzczuAXAPADSDf+eHSNyoZyVp1LOSNOpZSSL1rdTacj9RO2dm/QBQ+nO43AVDCPeGEPaEEPZkUOYX84rURqS+Vc9KjKhnJWnUs5I0ek8rsbXcT9TuB/B+AB8v/fn1qu3RSok4cB0y/rlrypmJtCxfNtvFwQPznc5vkB/goIdzt/hD7o3Xj1Jtffs01Z51BidHnuql2sBxf8AzfZEHKgtTvJ3Iw+urO+TuSV7fRmAtfgjN9NY1VAvXTFLtLX3PU+2psc1UO/wcB4e0n/CXkK7nuW+CMzhdaORa8zl+vswN+D2bb+Xh3mLGD1eh/fEGvItOcIgXSlA7K9ez5Y7Le956Nef6qVb+DvPF1/Cbmdev84e/RwocRvKrB++m2saH+brthy/wLk5xgANaOFgBAMx56NNp7q/NmUvHW4BiO78W7M9c624Hc06YSNSwm/itqZ7ar7NOLwbnvrI0ry2TA7yG7dxxkmrXNfrv3Z/J8k/JpR/isIXMieNUK85zLwQnxKDcCmTN3Mvnb+qm2vDt3F+v3XmMaiOzbe52zqzlQJ+59Xy/ZTs4CKr7UWfdP3OWN+KF59TOivas13dAmaAq535INfEaOrODH2dcwa+7+aK/7QPTW6h2/zOvpdqGB/h9ae8JDrHJXHDeK3qBHACQ4d6xLfx+pdDC+767iQN4rsqcdzczPMrvs3ccGqNacYLfF9UwROyyosTz/wWARwHsNrNTZvZBLDTz28zsKIC3lf4tEhvqW0ka9awkjXpWkkY9K0lz2U/UQgjvLfNfb6nyvohUjfpWkkY9K0mjnpWkUc9K0ix3Rk1ERERERERWiE7UREREREREYmbF4/njLDhD3Q3jXAOA5lEe2uXxQ2DtwATVptbxMObFER66v/ZaHjYGgNaGLNUOjXBISPZpHmDuf5wHIltO8j4CQHGYBzLD6g74yiW8oeTQxUO4ADByPT+937rtCNW2NfGQ/MO5nVRLz/D3dRqc+WEAyHVwzxedoB4vTCSkOASgoa1MmEiOwycaJ/iyXrCAGxziSUaAw9KVOy4vZMQNE3G+z7eBQwemtvB1t7WMuJv+0uitVJt5totqvYMcfIRxZyDc24gzyA4A2Q4+7r41fJsbMxzuNFbg9TxVZukMOb+XpQJOL4YcPwDWzKEMBSdb5n0Dj1Jtbcr/vvZDE1fzZZ3ArpDn9cYaeZ20Vg6H8kJDAODcOzgQYuJtvCjftesQ1V7fcZRqL8z1udt5sWsdX/YKrg1u4VpIcchZz/d4G/kTL7nbrov11wsGApByHn+X87o/ehVfd6CHX8vbM/572r85dB3VvOCQ7n1OiM4IBze5GsqcYnR1Uinfys+v1q38XnVLA6+/5dhxZ10eOUe1QpbfY5d7zCpy6WtrxNbWJ2oiIiIiIiIxoxM1ERERERGRmNGJmoiIiIiISMzoRE1ERERERCRmXt1hIs5vHk+PehEhQNNEO192hgc8zXg6cM+mk1Rbt4OH4Xc0+wP2L83zb6B/an4T1VrP8jB8ZtKZaD991t1OcWbGrUt8pFp4qHx2sx8mkrmZh273dLxItccmd1DtxFkOhWgc5+/rWNGfhp3r4aUl38T9mV3r1Dp5iLe3y39enhvl4fX0tBPWUFyBweBXOUs5oSMNTthNhntkOOv37PeHt1EtPcfbme3lwIWW4nrex3le46d3+tue7+btbGobo9rmNK/dzzjf82wZLjMp7gQ0efdliJh1U7eihtqgzP1XZm2KoqeBH+PBPPc2ADx0chfVup3lxto52AB5DjdBmntp8gY/5GP8Sq69duAM1W5u53XfCw7JBf8YPTd18/uaPT0cCPJI73aqjeY5YKRj8JS/oTp4InjvNQG4ISFeYJh1dlAt57RTfyuHb7w4we8fAaD1GV5Dm0f5tbPQ1Ua1tLPO2yyHluQ3cGgIABRb+P3B2C6+zds3HaPaTuf15BszA+52Orx8Puf+jTt9oiYiIiIiIhIzOlETERERERGJGZ2oiYiIiIiIxIxO1ERERERERGLmVR0m4v3m8TDBQ8QA0DzMg5Jtp3jIcmoLDwcPzfDw+paWi1Q7n+fAEgDobJil2jX9Q1Q71MtDzcUjzkB2pcOUSxjylipzwkQmN2Xci75m/TmqHZnlAfKHT/Owd+cjvJ2mcX6+NI37Q9Lzndxjc+u8UAi+zbXbOATljb3eVDDw1ec5QCI9Mk61YrlhbonGe85760iWh9FbT/P3Ax84udvdzMxcI9/ktizVTvbythsm/JCQSxVa/bUq3cdr/1u7DlFtMvDL5vdGd1KtdbhMzzkhF9bIxw2nZ8M8vw7VrSW8pnjBIX7ACK83Oc5pwIksryvTDU7wB4CpMU516Ojg/sz1r6XabK+znm/m604P+PfFltedptrWVn5vcd+5m6h24MRmqoVZ/71BZg0/B691Qks+tPE7VGtN83W/eOMGqnX+tf86Vpyr47Xb69sODvko9HCTZpy3qoOTXVQ7e94P9Ghz7tapjby2je7kbaecJ405z9eQdl43AGSd51zhRg4Mu76dA2uajPvkmxevc7fT5q3BGT5GL6StkOW+XS36RE1ERERERCRmdKImIiIiIiISMzpRExERERERiRmdqImIiIiIiMTMZU/UzOyzZjZsZs8uqv2mmZ02swOlr3eu7G6KRKeelSRS30rSqGcladSzkjRRUh/3AvgTAJ+/pP6HIYTfr/oerbLi1LRbz5zhJLrWYU7nmR7kJMhTTvBNochJe3N5/+GYz3H9ug2cuBSu4higkUlOktx0lhOXAACjnJaHkMjEpb2og561BqcfujnBaXKbf/1zMxytdGGO+zP3FCdFrTvOiUcNU5zol57hGgBkpjkhLdfOyUpT2zmF7ee2P061jRl+/gHA12dvo5qX3Bryeff6MbMXSepbJ7EMzn2/7hnukZN9nIAHAB07x6j2xq2c+JkL/D3GmTwnJ+aLnGI3Ns/rNgCMTPJzwzNW5D4emeN1tnHcf27ASSP0UjXdJLL4pT7uRS171ksfLcNPguS+ybfw5Q5MbqHau3v2u9u5dhsnL75wJb++51o5HXK6n49nbgOvibbBf9xzBe7vg+P9VHv+6EaqtZzk9LyOQT9dcnojX/ZkB79uXLGVn7+TLZzc93+bncems0xqq9fzlaVM70U1e/bSfVlCj3rJ415ybkhz3zaP8n1w5lQ31azBv6+mrnBSZZud/fHk+BgtOGvYnH9fpJzrd7by4/zOtiPOtXn9PjTa625nzcgc1cIMp6hXlIRuZT7v8h7bZbrsJ2ohhIcBcN6rSEypZyWJ1LeSNOpZSRr1rCRNJTNqHzazp0sfI/O3VkrM7B4z229m+3OI3XcD5dVFPStJdNm+Vc9KzKhnJWn0/kBiabknap8EsAPADQCGAHyi3AVDCPeGEPaEEPZk4P/CSJEaUM9KEkXqW/WsxIh6VpJG7w8ktpZ1ohZCOBdCKIQQigA+DeCW6u6WSHWpZyWJ1LeSNOpZSRr1rMRZlDARYmb9IYSh0j/vBvDsK12+LszxR9wdxzl4ZLabAxzmZnjQ/FzgWhPP4QIAss6M7fE3ctjDph6+geO7+Ts+M8/5Q7utx/myxVln8NLjDdBWNvBbVbHq2Yi/Rv5GAAAXAUlEQVTDxilnuHpmG4cwFLbxwCwAtGW4Rw4e3US1zQc4aKP5JAfL2IyzHWfwGQAa8ryf+RYeAu7dyqMCN7WcoNp04KAIAGgci3ZfesECSbAqfRv1eeuFYhR4QL3l2AWq9a7xA41GcvwTR9+d5ce+rYV7e2aOL+cdSt4JgQLgftuy7wZeU/vSvO5fmOagiN5Rf+0MBWfIPOJ97gUMuUE55daYGqzJq9OzEQf3nYCW5ot8X41muUfe1uI/nhP9j1LtowMcRtIww49dwQkyKbbzcyiT8o/v5OkeqrV3zVCtdZDDQNYedbYz7W9npp+v7+l2nkNXN56lWsOsE0axlBCOKquoZ6Psd5nnnfe6VHTCU9KT/Nrbeo7fr605yGvgTO8SnvOz/ACas7x4YSCezKRfn+/mfbq1d5Bqmxr4ffJogfv77CA/DwCga9IJyHPu35Dz1lCnmYtOuN5S2naZ6+9lT9TM7C8A3A5gnZmdAvAbAG43sxsABAAnAPzSsrYusgLUs5JE6ltJGvWsJI16VpLmsidqIYT3OuXPrMC+iFSFelaSSH0rSaOelaRRz0rSVJL6KCIiIiIiIitAJ2oiIiIiIiIxs6wwkdhzhjvN+83jTi3VVCZu1blsyHCt4wwPJa49xgO6mUkOYUjNOgONAKa38UDl3G380O1aO8KX28yXy3b4g/ytlfx2dvGlnPvUGXxPtfNjHAb4cRrfxkPdb9rxnLvp2QJftu0Y1zqePs3bHpugWjHLAQ7W7D9fCh1cn7qNh4A/dAUP4remeNj32xOvcbfTes4ZzvWCBaKGDUh0TnBImOKgDW/Weu1+//FonFhPtYktbXxB41rXNPdCmlsWmUlnIBzA2dv4ubErw8Porc7ry/gEh4n0XxiiGgAUc7z2B2/IfE49W23h4ijVup7ndbb1bm6c+eC/Pv9EK7/ufmfP01T7e1xPNStyLzWuccIOnMsBQGMb7+esE77T6vy6r/lO/j791Cb/PUDDGzj06We3PUa1ZuPrf3n8Jqr1PcrPweLklLvtOIWSLVvZcB/nOe6tq4P8Gt1ynoOOeic3Ui3b6Qdx5dv48Q9eQJQjneV9TOX4cfJqADB8E+/TLR3HqDYfeK08WeD9XvuMfypjF3n9LjrBgG7Ak3uDXmjeEtbpS68fNbcr+hZERERERESkFnSiJiIiIiIiEjM6URMREREREYkZnaiJiIiIiIjETLLCRKL+5nrnN4pbg3OoXnhGuTCRJh5+zLfxbabneDqw6QL/Vvn0WR5qDvPO5DuA5jYech8a52H6q684Q7XpPO/38Lj/W9y9IVb3t7O7YQ11MPC7Aswbzk3zY5Ja10218V2dVBt7HfdIfxMPzALA0+MDVMtwRgjgDdfOzvLlUs7w8aZed9tH38fPo9+46a+pdkfrcao9l+2i2hcP3uxuZ/tzHF4RsjyALNUXis5zPs+BC2HM6U+vBqD5HAcztLRyUAe61nDNC5FyetvrYwBI7eHnS3+6hWregHtxitfo4G0bQNHpTy/sKjiT5sFdoyO+LtaDcq8z3n3gvHZ5j0nbMV4Un/z6tVT7/M9z2AEA3NF2hGofXPcw1Rpv4edGMfB+Hx7vo9r5KSdQB8B7tj1FtcdGr6Da8xkOTOno4LXzlh5+DwEAH1j3XartauA+/uTYdVT78pdup9rmM5NUC/P+88UPcKjf9xvuuuoEeYUc91P6BxzY1Vom8MsyzprlhWqs7eCas4a6a22ZtSm8bhPVbmg+5VyS18Uvjd5CtfVPcS8DQOE8h+C471+997nFiGutd92lXD8CfaImIiIiIiISMzpRExERERERiRmdqImIiIiIiMSMTtRERERERERiJllhIhF5AQ7W7gzjemEiZRRbm6nmzAGj2OBsO+cMFTrDsJb2z5vTczw0Wpjl/dndNES1fWEb32C5ecao90cdD/JWXcRgm/mtHPAyvp0fj/YuHsI+PrPO3fT5Ge75eSdHJruDh9cbz3B/zW/hwJNj7/V75kOv/zbVbmg6SbWzBR50/sTgO6jW83e8PwDQcOJFqhWLCrupCWdYOniLoqfM4+GGZcxyGJONchiTt355IR3W5gczzPU523bknGF0m3fWbu9YgDJhTHy/ufeFe3vqbfc+8DIonLCE1AgHDvQ+xj3yie5/7W760B37qfYf1v0T1X6371GqHc9xIMeTHZupNlfk4AcA6MuMUW2myGFVd65/lmpXN5+m2q1NfhDTD5ycs0+O3ki1r/2PO6g28DwHXKRe5NCSQtnnS8z7+9L9qzT8JDjrqrNkeNvx1gwrF9ISVdS1ttEJSVvjBJEAmLmS92ljmvd93HmN+etj11Nt2/Gz7nby3v3hnB+EnB/kxxf0HkfvwUFVQ570iZqIiIiIiEjM6ERNREREREQkZnSiJiIiIiIiEjM6URMREREREYmZy56omdlmM/u2mR02s4Nm9sulereZfcvMjpb+7Fr53RW5PPWsJI16VpJIfStJo56VpImS+pgH8JEQwpNm1gHgCTP7FoAPAHgwhPBxM/sYgI8B+OjK7eoSOEl7bqJhh5P+lfHvksIaTqcrtPB2cq1Oyt/Gdqq1ZjnJsVxKzOjVnJzz1uueplpPeopqzWnejpdMCQDWxKk9mObEpgRIXM+msk7Sk9Oy7U2cTtTXPOHe5tZWTjP7xz3c38d28POgoXkN1TavO0+139/yHXfbP9rCCaT75zk18lOnb6fa8Ne2UK1/H98eAAQnNa04xymBCZC4nnVFTTcrl4jlXT9qCpqXGtfAaXmpRj9BL2T4RjPGT8Im4+dQaOLrRk5tLHfZuKfdLYhv3zpNEvJcK46NU635CPfIxtYBdzN/jz1U++7uHVT7T7sfoNrNzS9R7afah3kfyyTLncpzel66nftmd+YC1danuY+/MHGFu53//ld3U633Ce7Z9QfP8ZXPc2pgqDSJ0E1WjHzt6vZslHS/pax3UUVMIAzFMp/HuOmzEfen6KWW81pZ7OH3EQDQ1cPvVT3Hc5z2bE/wbRbHXvBvwFsDoi/LsXHZT9RCCEMhhCdLf58EcBjAAIC7AHyudLHPAXjXSu2kyFKoZyVp1LOSROpbSRr1rCTNkmbUzOwKADcC2AegN4QwBCw0PoANZa5zj5ntN7P9OVT4XRSRJVLPStKoZyWJltq36llZbVprJQkin6iZWTuA+wD8SgjB/1krRwjh3hDCnhDCngz4xwdFVop6VpJGPStJtJy+Vc/KatJaK0kR6UTNzDJYaOg/DyF8tVQ+Z2b9pf/vB8A/WC2yStSzkjTqWUki9a0kjXpWkuSyYSJmZgA+A+BwCOEPFv3X/QDeD+DjpT+/viJ7WC15J7zDCc+Y6+fgDwCY3siXnd7IA6LzXTxk2TjGg8ktA+uoNtPrD5ze/q4nqfabfQ9S7UknrOGxwa1U235q2t2Oex+5U/uOKAO1QE0G5GPVsynnfknx90cahvkbeu0nW6g2McPDtRnzp2PfvfZxqt3T/QjVJotO4ILx49Sd4v7Y1OA/X4byfP0vDP8I1U59YTvV+r/HoSXhjDOkDqA4k8iwGxKrnq2FVQzKCO2tbv2aK09RLedMnj8wu5Zq7cf5pdSay3y3fdYJuykmcMIdCexbp+9ClgOaCiO8BrXvd14fAex8icMBp7dx4MHv3PhTVNvyJg4T+flNj1KtIzXrbvsfx66j2lMXOPRkLsf9mc1zLf0Q9zYAbP/uGNVSI1wL0/zeImQ58Mm7z5ekgvUjcT27FBHDmJbEeW9nTuieOSFNU9v9MJHX9/+AamcKHEby6y/ymGD3c87xZPyAKHihNZW89kR9n1tuO0u5/iJRUh/fAOB9AJ4xswOl2q9hoZm/bGYfBPASgPcsaw9Eqk89K0mjnpUkUt9K0qhnJVEue6IWQngEQLnTwLdUd3dEKqeelaRRz0oSqW8ladSzkjRLSn0UERERERGRlacTNRERERERkZiJMqMWH+acV3q/eTzvDa9yDRkeXrxwjT8APnklDzBu3DFCtXuueJhqVzZyEMJ04HCS9Wk/5GNnAx93xjhU4ivnb6bauq9zIEV6mIfmAaAw7QwsVzJ4uYqBAbFRdO6DnNOLwxeotOZEJ9VGTnJ4x1XXDLmb3pzmQdp1ae6HlPNTIEXwfp8v8DD9E/P+UPiHDv47Lt7XQ6Xevz/O2x4b55o3FCxyGZbmtTPX1+FeNpfl/n50nl8j9g69gWodL/HrkDXyGi81FPX1xwsYcdabwnleowEAoxyq0X6C30d0PMF9V/g6h3fcO/BuqjXM+IEQmQnezw4nsMDr+NSUE2pT8EObMD5JpeLkFF/OC0soOu/RvNfFpLq0f5YZGBELKV7vLO3UvICRDu6yse3+KcZ0gdfG+8ZfR7Vjz3IwzpVOGJ41rMCpTKWPo3f9Zb4n1idqIiIiIiIiMaMTNRERERERkZjRiZqIiIiIiEjM6ERNREREREQkZpIVJlJ0BmojDvyFWQ7KSI/wEHDnCQ5rAICprXxOu73zPNXe1HKCatsyfJuFwIESU2UGDaecy/7e8K1Ue/IL11Ot/4HnedtOWAMAhDwP00em4BBXyHlhGzxIG2Z5sDt94CjVdg/3Uu2TB+92t/07d3DP7+zjAJwQ+Dl09PQG3p+zPCDfye0FAFj3Ax4+T71wiGr5CWcg3XueiyzmrftO2JQ34J5r81/2ckW+/rcnr6baM6d4wL037wRS5Mv0sROAFVkVB9Rlacq+Pjr1QtZZ96ecEIQRfg/ReoT70w1DKyflBD04fRO8kIgWDikDgODsu3t/eIFv7g06z4Gk9vGl9+1SjmM1n89eIIjXO04gk7W3UW1+J79nyPlvp3FkbD3V9g9tptqaF5xtzzvPhUJC3jNQr0S7mj5RExERERERiRmdqImIiIiIiMSMTtRERERERERiRidqIiIiIiIiMZOsMBGPN3jpDc4W+XKFc8NUaz/kD9P2tvCg5GNT11Dtrdt3UK2xiYdu52czvI8FPxil8RSHT/Tt4+HJvgeepFphft69TVk9XsCINUQcID95hkq9fzfjbmfDwzzwG5o5XMGcue6rihzyYeNnqVac4NAQAChO8z4VFBIiyxF14N7LF2ngwISUE/wBAGdOrKPasU6u5Wf4udo65Kyz5cInooYFKDgkuoihYjW7/9ztOAutE4LgvVcpG0ATMbwjOPvjBVilyoQyFJ3XInPCSLwgk5CrIKQsCS69b6P2Yjmr+bx3H1Mn0KOJg8WCs98ZJysMAM6c6ubNTPG6uvEU92PqIr/nKFa61qac464k9KmcZT6O+kRNREREREQkZnSiJiIiIiIiEjM6URMREREREYkZnaiJiIiIiIjEzGXDRMxsM4DPA+jDwjTsvSGEPzKz3wTwiwBGShf9tRDCN1ZqR5fEG9gL3tAuX6xw9Lh7kx1OnWMZlsAZXkw184AmAIQsh08EZ+i3qEFzAMns2eANw3qhODl+jItDHPIBADhb5aFkhRusmCT2bM1U0mPOcHwx4w/7tw7yy+H3p6+m2vpn+PrFDL+YuM9pwF37zQthKBPsEBex6tkkrENeoEe5HqlEBWEWxTLhY1GDQ7xwFMQsRKrqfVtpeEgUK/Ha613fC7fxrur0bXqOa3MbOAgPgPsR0drDfIxtp6Z5220tfOWLo+5mvJA2jxvgEyNRjiIP4CMhhCfNrAPAE2b2rdL//WEI4fdXbvdElkU9K0mjnpWkUc9KEqlvJVEue6IWQhgCMFT6+6SZHQYwsNI7JrJc6llJGvWsJI16VpJIfStJs6QZNTO7AsCNAPaVSh82s6fN7LNm1lXmOveY2X4z25+DfqeX1JZ6VpJGPStJo56VJFLfShJEPlEzs3YA9wH4lRDCBIBPAtgB4AYsfHfiE971Qgj3hhD2hBD2ZODPYImsBPWsJI16VpJGPStJpL6VpIh0omZmGSw09J+HEL4KACGEcyGEQgihCODTAG5Zud0UWRr1rCSNelaSRj0rSaS+lSSJkvpoAD4D4HAI4Q8W1ftLP+sLAHcDeHZldrFOOUlIxTl9jF4NddOzK5HqFKfbk39WNz27mpwY3+L5C1RrO+S/7DVeXEu19Awn7tpLnLIanLQ8L623nBVJ/1th6tmYqnayb7nNLKG/40R9W56bNOskIhbHxqnWcISvu+mhbe52ZjbwGrz28ATVUsdO8T5mc1wrl5Br/FmUe1kvAr5SVXy/FCX18Q0A3gfgGTM7UKr9GoD3mtkNWEjvPAHgl6q2VyKVUc9K0qhnJWnUs5JE6ltJlCipj48A8L7N8ur6XT6SGOpZSRr1rCSNelaSSH0rSbOk1EcRERERERFZeTpRExERERERiZkoM2pSK07AiIiIROAMbxfn5rj24qB7dRvkwfWiN2SuUJ1k8IIx9Nj9i6UEh0QNu1nCbUqFanVfO2ugFyRTuDhGtcaHDlANAJpaWiLdZtEJ/ghOuMmKhIFUqorrjz5RExERERERiRmdqImIiIiIiMSMTtRERERERERiRidqIiIiIiIiMWOhhsO1ZjYC4OVJ7nUAztds4yurno4FiO/xbA0hrK/lBtWziRHX41HPVk89HQsQ7+Opad/Wcc8C9XU8cT6W1Vxr43y/LEc9HU+cjyVSz9b0RO2HNmy2P4SwZ1U2XmX1dCxA/R1PtdTT/VJPxwLU3/FUSz3dL/V0LED9HU+11Nv9Uk/HU0/HUk31dr/U0/HUw7HoRx9FRERERERiRidqIiIiIiIiMbOaJ2r3ruK2q62ejgWov+Oplnq6X+rpWID6O55qqaf7pZ6OBai/46mWertf6ul46ulYqqne7pd6Op7EH8uqzaiJiIiIiIiITz/6KCIiIiIiEjM6URMREREREYmZmp+omdmdZva8mb1gZh+r9fYrZWafNbNhM3t2Ua3bzL5lZkdLf3at5j5GZWabzezbZnbYzA6a2S+X6ok8npWino0P9Ww06tn4UM9Gl+S+raeeBdS3USW5Z4H66tt67dmanqiZWRrAnwL4MQBXA3ivmV1dy32ogr0A7ryk9jEAD4YQdgF4sPTvJMgD+EgI4TUAbgPwH0uPR1KPp+rUs7Gjnr0M9WzsqGcjqIO+3Yv66VlAfXtZddCzQH31bV32bK0/UbsFwAshhOMhhCyALwG4q8b7UJEQwsMALl5SvgvA50p//xyAd9V0p5YphDAUQniy9PdJAIcBDCChx7NC1LMxop6NRD0bI+rZyBLdt/XUs4D6NqJE9yxQX31brz1b6xO1AQAnF/37VKmWdL0hhCFgoVEAbFjl/VkyM7sCwI0A9qEOjqeK1LMxpZ4tSz0bU+rZV1SPfVsXj7H6tqx67FmgDh7jeurZWp+omVPT7wdYZWbWDuA+AL8SQphY7f2JGfVsDKlnX5F6NobUs5elvo0h9e0rUs/GUL31bK1P1E4B2Lzo35sAnKnxPqyEc2bWDwClP4dXeX8iM7MMFhr6z0MIXy2VE3s8K0A9GzPq2ctSz8aMejaSeuzbRD/G6tvLqseeBRL8GNdjz9b6RO1xALvMbJuZNQL4GQD313gfVsL9AN5f+vv7AXx9FfclMjMzAJ8BcDiE8AeL/iuRx7NC1LMxop6NRD0bI+rZyOqxbxP7GKtvI6nHngUS+hjXbc+GEGr6BeCdAI4AOAbgv9Z6+1XY/78AMAQgh4XvpnwQQA8WkmSOlv7sXu39jHgsb8TCx/RPAzhQ+npnUo9nBe8n9WxMvtSzke8n9WxMvtSzS7qvEtu39dSzpeNR30a7nxLbs6X9r5u+rdeetdLBiYiIiIiISEzU/Bdei4iIiIiIyCvTiZqIiIiIiEjM6ERNREREREQkZnSiJiIiIiIiEjM6URMREREREYkZnaiJiIiIiIjEjE7UREREREREYub/Azs3Igs5uftIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"35918f6e-631a-44b7-a8fc-992a56e8fb09\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"441d5309-fa00-4a12-88c0-198968fa1bd7\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1011\",\"type\":\"LinearAxis\"}],\"left\":[{\"id\":\"1016\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"1011\",\"type\":\"LinearAxis\"},{\"id\":\"1015\",\"type\":\"Grid\"},{\"id\":\"1016\",\"type\":\"LinearAxis\"},{\"id\":\"1020\",\"type\":\"Grid\"},{\"id\":\"1029\",\"type\":\"BoxAnnotation\"},{\"id\":\"1039\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1042\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1027\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1003\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"1007\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1005\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1009\",\"type\":\"LinearScale\"}},\"id\":\"1002\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1021\",\"type\":\"PanTool\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1038\",\"type\":\"Line\"},{\"attributes\":{\"plot\":{\"id\":\"1002\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"1012\",\"type\":\"BasicTicker\"}},\"id\":\"1015\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"1029\",\"type\":\"BoxAnnotation\"}},\"id\":\"1023\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1026\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1043\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1012\",\"type\":\"BasicTicker\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1037\",\"type\":\"Line\"},{\"attributes\":{\"plot\":null,\"text\":\"\"},\"id\":\"1042\",\"type\":\"Title\"},{\"attributes\":{\"callback\":null},\"id\":\"1003\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"ResetTool\"},{\"attributes\":{\"formatter\":{\"id\":\"1043\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"1002\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"1017\",\"type\":\"BasicTicker\"}},\"id\":\"1016\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1017\",\"type\":\"BasicTicker\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17],\"y\":[0.2325560748577118,0.061801977455616,0.0584210529923439,0.05590974912047386,0.04996350407600403,0.04319198429584503,0.04592723771929741,0.03918527811765671,0.04064565896987915,0.04180767387151718,0.0397823229432106,0.040676768869161606,0.04152524098753929,0.03742659091949463,0.038127608597278595,0.03807787224650383,0.04102391377091408,0.03784739971160889]},\"selected\":{\"id\":\"1049\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1048\",\"type\":\"UnionRenderers\"}},\"id\":\"1036\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1045\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1029\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1007\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"1036\",\"type\":\"ColumnDataSource\"}},\"id\":\"1040\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1036\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1037\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1038\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"1040\",\"type\":\"CDSView\"}},\"id\":\"1039\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1048\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"1002\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"1017\",\"type\":\"BasicTicker\"}},\"id\":\"1020\",\"type\":\"Grid\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1021\",\"type\":\"PanTool\"},{\"id\":\"1022\",\"type\":\"WheelZoomTool\"},{\"id\":\"1023\",\"type\":\"BoxZoomTool\"},{\"id\":\"1024\",\"type\":\"SaveTool\"},{\"id\":\"1025\",\"type\":\"ResetTool\"},{\"id\":\"1026\",\"type\":\"HelpTool\"}]},\"id\":\"1027\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1009\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1049\",\"type\":\"Selection\"},{\"attributes\":{\"callback\":null},\"id\":\"1005\",\"type\":\"DataRange1d\"},{\"attributes\":{\"formatter\":{\"id\":\"1045\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"1002\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"1012\",\"type\":\"BasicTicker\"}},\"id\":\"1011\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"WheelZoomTool\"}],\"root_ids\":[\"1002\"]},\"title\":\"Bokeh Application\",\"version\":\"1.0.0\"}};\n",
       "  var render_items = [{\"docid\":\"441d5309-fa00-4a12-88c0-198968fa1bd7\",\"roots\":{\"1002\":\"35918f6e-631a-44b7-a8fc-992a56e8fb09\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1002"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0.03784739971160889"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = []\n",
    "test_inputs = []\n",
    "\n",
    "plt.figure(figsize=(15, 6))\n",
    "for i, (img, _) in enumerate(test_loader):\n",
    "    if i > 4 : break\n",
    "    test_inputs.append(img)\n",
    "    list_img(i, img.numpy(), 'truth')\n",
    "plt.show()\n",
    "\n",
    "for e in range(epochs):\n",
    "    for i, (inputs, _) in enumerate(train_loader):\n",
    "        inputs = inputs.view(-1, 28*28).cuda()\n",
    "        optim.zero_grad() \n",
    "        hidden, outputs = model(inputs)\n",
    "        loss = criterion(outputs, inputs)\n",
    "        loss.backward()\n",
    "        optim.step()\n",
    "        if i % 100 == 0:\n",
    "            result.append(float(loss))\n",
    "        if i % 300 == 0:\n",
    "            generate_test(test_inputs, 'generation')\n",
    "fig = figure()\n",
    "fig.line(range(len(result)), result)\n",
    "show(fig)\n",
    "result[-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Result\n",
    "由上图可见图像的生成趋向于清晰。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T05:35:00.516945Z",
     "start_time": "2019-11-07T05:35:00.511271Z"
    }
   },
   "source": [
    "查看编码层各个类别的分布情况。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T07:53:33.375884Z",
     "start_time": "2019-11-07T07:53:20.557046Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This import registers the 3D projection, but is otherwise unused.\n",
    "from mpl_toolkits.mplot3d import Axes3D  # noqa: F401 unused import\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig = plt.figure(figsize=(15, 10))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "points = []\n",
    "labels = []\n",
    "for i, (inputs, lab) in enumerate(test_loader):\n",
    "    inputs = inputs.view(-1, 28*28).cuda()\n",
    "    hidden, _ = model(inputs)\n",
    "    hidden = hidden.squeeze().cpu().detach().numpy()\n",
    "    points.append(hidden)\n",
    "    labels.append(lab.numpy())\n",
    "    \n",
    "labels = np.array(labels).squeeze()\n",
    "points = np.array(points)\n",
    "\n",
    "for digit in range(10):\n",
    "    idx = np.argwhere(labels == digit).squeeze(1)\n",
    "    pt = points[idx]\n",
    "    ax.scatter(pt[:,0], pt[:,1], pt[:,2], marker='o', label=digit)\n",
    "\n",
    "ax.set_xlabel('z[0]')\n",
    "ax.set_ylabel('z[1]')\n",
    "ax.set_zlabel('z[2]')\n",
    "ax.legend(loc=0,framealpha=1, fontsize=8)    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用 visdom 生成的 3D scatter 可以进行旋转、放缩等操作，还可以勾选特定类别的点进行显示。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T07:53:33.996035Z",
     "start_time": "2019-11-07T07:53:33.380163Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting up a new session...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'window_37e3619f0aa8b6'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from visdom import Visdom\n",
    "\n",
    "viz = Visdom()\n",
    "viz.scatter(\n",
    "    X=points,\n",
    "    Y=labels.reshape(1,-1) + 1,\n",
    "    opts=dict(\n",
    "        legend=[str(i) for i in range(10)],\n",
    "        markersize=2,\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "现在对编码层的其中一维做插值，查看生成图像的变化效果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T07:53:34.625310Z",
     "start_time": "2019-11-07T07:53:33.999530Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "z = torch.randn(5, 3)\n",
    "z = torch.tanh(z)\n",
    "for i in range(5):\n",
    "    z[i] = z[0]\n",
    "    z[i][0] = 2.0/5*i - 1\n",
    "z = z.cuda()\n",
    "y = model.decoder(z)\n",
    "plt.figure(figsize=(15, 6))\n",
    "for i, img in enumerate(y):\n",
    "    list_img(i, img.cpu().detach().numpy(), 'z[0]='+str(z[i][0].cpu().detach().numpy()))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T07:53:34.637724Z",
     "start_time": "2019-11-07T07:53:34.627868Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[-1.0000,  0.8092, -0.3992],\n",
       "        [-0.6000,  0.8092, -0.3992],\n",
       "        [-0.2000,  0.8092, -0.3992],\n",
       "        [ 0.2000,  0.8092, -0.3992],\n",
       "        [ 0.6000,  0.8092, -0.3992]], device='cuda:3')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-03T07:12:44.915877Z",
     "start_time": "2019-11-03T07:12:44.913744Z"
    }
   },
   "source": [
    "### Save Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-11-07T07:53:34.809290Z",
     "start_time": "2019-11-07T07:53:34.640170Z"
    }
   },
   "outputs": [],
   "source": [
    "torch.save(model.state_dict(), 'autoencoder.pkl')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "oldHeight": 511.99678000000006,
   "position": {
    "height": "533.969px",
    "left": "412.875px",
    "right": "20px",
    "top": "161.969px",
    "width": "760.516px"
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "varInspector_section_display": "block",
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
